Overview

Dataset statistics

Number of variables43
Number of observations143316
Missing cells99154
Missing cells (%)1.6%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory79.9 MiB
Average record size in memory584.4 B

Variable types

NUM20
BOOL15
CAT8

Reproduction

Analysis started2021-08-19 13:59:41.798015
Analysis finished2021-08-19 14:01:31.621507
Duration1 minute and 49.82 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
num_referrals has constant value "0" Constant
num_successful_referrals has constant value "0" Constant
user_id has a high cardinality: 19370 distinct values High cardinality
city has a high cardinality: 6033 distinct values High cardinality
user_created_date has a high cardinality: 19370 distinct values High cardinality
brand_apple is highly correlated with brand_androidHigh correlation
brand_android is highly correlated with brand_appleHigh correlation
attributes_notifications_marketing_email has 49577 (34.6%) missing values Missing
attributes_notifications_marketing_push has 49577 (34.6%) missing values Missing
num_contacts is highly skewed (γ1 = 23.08246913) Skewed
reason_engagement_split_bill_restaurant is highly skewed (γ1 = 34.53022257) Skewed
reason_metal_reserve_plan is highly skewed (γ1 = 28.89428889) Skewed
reason_made_money_request_not_split_bill is highly skewed (γ1 = 56.88835943) Skewed
reason_welcome_home is highly skewed (γ1 = 25.76334341) Skewed
reason_lost_card_order is highly skewed (γ1 = 24.48723043) Skewed
num_contacts has 42154 (29.4%) zeros Zeros
channel_push has 100132 (69.9%) zeros Zeros
channel_sms has 141169 (98.5%) zeros Zeros
channel_email has 105453 (73.6%) zeros Zeros
reason_reengagement_active_funds has 116895 (81.6%) zeros Zeros
reason_no_initial_card_use has 137904 (96.2%) zeros Zeros
reason_engagement_split_bill_restaurant has 141550 (98.8%) zeros Zeros
reason_metal_reserve_plan has 143118 (99.9%) zeros Zeros
reason_onboarding_tips_activated_users has 142198 (99.2%) zeros Zeros
reason_made_money_request_not_split_bill has 141397 (98.7%) zeros Zeros
reason_premium_engagement_inactive_card has 142208 (99.2%) zeros Zeros
reason_no_initial_card_order has 135465 (94.5%) zeros Zeros
reason_fifth_payment_promo has 129953 (90.7%) zeros Zeros
reason_welcome_home has 142522 (99.4%) zeros Zeros
reason_no_initial_free_promopage_card_order has 140318 (97.9%) zeros Zeros
reason_lost_card_order has 140069 (97.7%) zeros Zeros
status_sent has 84659 (59.1%) zeros Zeros
status_failed has 126657 (88.4%) zeros Zeros

Variables

user_id
Categorical

HIGH CARDINALITY
Distinct count19370
Unique (%)13.5%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
c_1094
 
17
c_827
 
17
c_405
 
17
c_701
 
17
c_64
 
17
Other values (19365)
143231
ValueCountFrequency (%) 
c_1094 17 < 0.1%
 
c_827 17 < 0.1%
 
c_405 17 < 0.1%
 
c_701 17 < 0.1%
 
c_64 17 < 0.1%
 
c_546 17 < 0.1%
 
c_442 17 < 0.1%
 
c_318 17 < 0.1%
 
c_470 17 < 0.1%
 
c_109 17 < 0.1%
 
Other values (19360) 143146 99.9%
 

Length

Max length7
Mean length6.266753189
Min length3
ValueCountFrequency (%) 
Decimal_Number 10 83.3%
 
Connector_Punctuation 1 8.3%
 
Lowercase_Letter 1 8.3%
 
ValueCountFrequency (%) 
Common 11 91.7%
 
Latin 1 8.3%
 
ValueCountFrequency (%) 
ASCII 12 100.0%
 

yearmonth
Real number (ℝ≥0)

Distinct count17
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean201850.2132281113
Minimum201801
Maximum201905
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum201801
5-th percentile201804
Q1201809
median201812
Q3201902
95-th percentile201905
Maximum201905
Range104
Interquartile range (IQR)93

Descriptive statistics

Standard deviation46.84767408
Coefficient of variation (CV)0.0002320912786
Kurtosis-1.93817837
Mean201850.2132
Median Absolute Deviation (MAD)8
Skewness0.2270616148
Sum2.892836516e+10
Variance2194.704567
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
201902 15511 10.8%
 
201901 14076 9.8%
 
201903 13949 9.7%
 
201812 13832 9.7%
 
201904 11574 8.1%
 
201811 11397 8.0%
 
201810 10434 7.3%
 
201809 9976 7.0%
 
201808 8782 6.1%
 
201905 8277 5.8%
 
Other values (7) 25508 17.8%
 
ValueCountFrequency (%) 
201801 951 0.7%
 
201802 1629 1.1%
 
201803 3360 2.3%
 
201804 3217 2.2%
 
201805 4430 3.1%
 
ValueCountFrequency (%) 
201905 8277 5.8%
 
201904 11574 8.1%
 
201903 13949 9.7%
 
201902 15511 10.8%
 
201901 14076 9.8%
 

city
Categorical

HIGH CARDINALITY
Distinct count6033
Unique (%)4.2%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
London
 
13968
Warszawa
 
3259
Dublin
 
2960
Paris
 
2776
Vilnius
 
2771
Other values (6028)
117582
ValueCountFrequency (%) 
London 13968 9.7%
 
Warszawa 3259 2.3%
 
Dublin 2960 2.1%
 
Paris 2776 1.9%
 
Vilnius 2771 1.9%
 
Bucharest 1805 1.3%
 
Madrid 1394 1.0%
 
Bucuresti 1220 0.9%
 
Kraków 1103 0.8%
 
Lisboa 989 0.7%
 
Other values (6023) 111071 77.5%
 

Length

Max length53
Mean length8.211372073
Min length1
ValueCountFrequency (%) 
Lowercase_Letter 82 52.2%
 
Uppercase_Letter 58 36.9%
 
Decimal_Number 10 6.4%
 
Other_Punctuation 5 3.2%
 
Dash_Punctuation 1 0.6%
 
Space_Separator 1 0.6%
 
ValueCountFrequency (%) 
Latin 140 89.2%
 
Common 17 10.8%
 
ValueCountFrequency (%) 
ASCII 69 43.9%
 
Latin Ext A 47 29.9%
 
Latin 1 Sup 37 23.6%
 
Latin Ext B 4 2.5%
 

country
Categorical

Distinct count41
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
GB
48115
PL
17796
FR
15405
IE
 
9267
RO
 
8081
Other values (36)
44652
ValueCountFrequency (%) 
GB 48115 33.6%
 
PL 17796 12.4%
 
FR 15405 10.7%
 
IE 9267 6.5%
 
RO 8081 5.6%
 
ES 6896 4.8%
 
LT 5225 3.6%
 
MT 4002 2.8%
 
PT 3927 2.7%
 
CH 3360 2.3%
 
Other values (31) 21242 14.8%
 

Length

Max length2
Mean length2
Min length2
ValueCountFrequency (%) 
Uppercase_Letter 24 100.0%
 
ValueCountFrequency (%) 
Latin 24 100.0%
 
ValueCountFrequency (%) 
ASCII 24 100.0%
 

attributes_notifications_marketing_email
Boolean

MISSING
Distinct count2
Unique (%)< 0.1%
Missing49577
Missing (%)34.6%
Memory size1.1 MiB
1
83723
0
 
10016
(Missing)
49577
ValueCountFrequency (%) 
1 83723 58.4%
 
0 10016 7.0%
 
(Missing) 49577 34.6%
 

attributes_notifications_marketing_push
Boolean

MISSING
Distinct count2
Unique (%)< 0.1%
Missing49577
Missing (%)34.6%
Memory size1.1 MiB
1
88155
0
 
5584
(Missing)
49577
ValueCountFrequency (%) 
1 88155 61.5%
 
0 5584 3.9%
 
(Missing) 49577 34.6%
 

birth_year
Real number (ℝ≥0)

Distinct count69
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1983.7087624549945
Minimum1929
Maximum2001
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum1929
5-th percentile1961
Q11978
median1986
Q31992
95-th percentile1997
Maximum2001
Range72
Interquartile range (IQR)14

Descriptive statistics

Standard deviation11.16749856
Coefficient of variation (CV)0.005629605902
Kurtosis0.8322351958
Mean1983.708762
Median Absolute Deviation (MAD)7
Skewness-1.047182269
Sum284297205
Variance124.713024
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1992 7282 5.1%
 
1989 6636 4.6%
 
1991 6449 4.5%
 
1990 6314 4.4%
 
1993 6285 4.4%
 
1988 6115 4.3%
 
1987 5999 4.2%
 
1986 5848 4.1%
 
1994 5736 4.0%
 
1995 5319 3.7%
 
Other values (59) 81333 56.8%
 
ValueCountFrequency (%) 
1929 3 < 0.1%
 
1930 6 < 0.1%
 
1934 28 < 0.1%
 
1935 14 < 0.1%
 
1937 39 < 0.1%
 
ValueCountFrequency (%) 
2001 30 < 0.1%
 
2000 1389 1.0%
 
1999 2378 1.7%
 
1998 2823 2.0%
 
1997 3678 2.6%
 

user_created_date
Categorical

HIGH CARDINALITY
Distinct count19370
Unique (%)13.5%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
2018-01-09T21:27:48.421Z
 
17
2018-01-26T12:09:33.688Z
 
17
2018-01-21T06:56:17.505Z
 
17
2018-01-10T08:16:37.710Z
 
17
2018-01-03T09:55:59.552Z
 
17
Other values (19365)
143231
ValueCountFrequency (%) 
2018-01-09T21:27:48.421Z 17 < 0.1%
 
2018-01-26T12:09:33.688Z 17 < 0.1%
 
2018-01-21T06:56:17.505Z 17 < 0.1%
 
2018-01-10T08:16:37.710Z 17 < 0.1%
 
2018-01-03T09:55:59.552Z 17 < 0.1%
 
2018-01-22T15:36:47.115Z 17 < 0.1%
 
2018-01-16T10:26:58.342Z 17 < 0.1%
 
2018-01-13T20:32:58.620Z 17 < 0.1%
 
2018-01-23T04:19:55.164Z 17 < 0.1%
 
2018-01-16T05:51:16.581Z 17 < 0.1%
 
Other values (19360) 143146 99.9%
 

Length

Max length24
Mean length24
Min length24
ValueCountFrequency (%) 
Decimal_Number 10 66.7%
 
Other_Punctuation 2 13.3%
 
Uppercase_Letter 2 13.3%
 
Dash_Punctuation 1 6.7%
 
ValueCountFrequency (%) 
Common 13 86.7%
 
Latin 2 13.3%
 
ValueCountFrequency (%) 
ASCII 15 100.0%
 

num_contacts
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count302
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.77045828797901
Minimum0
Maximum2918
Zeros42154
Zeros (%)29.4%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median7
Q322
95-th percentile80
Maximum2918
Range2918
Interquartile range (IQR)22

Descriptive statistics

Standard deviation50.93285561
Coefficient of variation (CV)2.576210165
Kurtosis1081.397141
Mean19.77045829
Median Absolute Deviation (MAD)7
Skewness23.08246913
Sum2833423
Variance2594.155781
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 42154 29.4%
 
2 5436 3.8%
 
3 5304 3.7%
 
1 5052 3.5%
 
4 4856 3.4%
 
5 4295 3.0%
 
6 3906 2.7%
 
7 3722 2.6%
 
8 3582 2.5%
 
9 3311 2.3%
 
Other values (292) 61698 43.1%
 
ValueCountFrequency (%) 
0 42154 29.4%
 
1 5052 3.5%
 
2 5436 3.8%
 
3 5304 3.7%
 
4 4856 3.4%
 
ValueCountFrequency (%) 
2918 13 < 0.1%
 
1785 8 < 0.1%
 
1262 8 < 0.1%
 
1071 7 < 0.1%
 
807 3 < 0.1%
 

num_referrals
Boolean

CONSTANT
REJECTED
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
143316
ValueCountFrequency (%) 
0 143316 100.0%
 

num_successful_referrals
Boolean

CONSTANT
REJECTED
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
143316
ValueCountFrequency (%) 
0 143316 100.0%
 

brand_android
Boolean

HIGH CORRELATION
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
1
72215
0
71101
ValueCountFrequency (%) 
1 72215 50.4%
 
0 71101 49.6%
 

brand_unknown
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
142846
1
 
470
ValueCountFrequency (%) 
0 142846 99.7%
 
1 470 0.3%
 

brand_apple
Boolean

HIGH CORRELATION
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
72685
1
70631
ValueCountFrequency (%) 
0 72685 50.7%
 
1 70631 49.3%
 

plan_type_1
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
138398
1
 
4918
ValueCountFrequency (%) 
0 138398 96.6%
 
1 4918 3.4%
 

plan_type_2
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
142919
1
 
397
ValueCountFrequency (%) 
0 142919 99.7%
 
1 397 0.3%
 

plan_type_3
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
134524
1
 
8792
ValueCountFrequency (%) 
0 134524 93.9%
 
1 8792 6.1%
 

plan_type_4
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
143266
1
 
50
ValueCountFrequency (%) 
0 143266 > 99.9%
 
1 50 < 0.1%
 

plan_type_5
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
143112
1
 
204
ValueCountFrequency (%) 
0 143112 99.9%
 
1 204 0.1%
 

plan_type_6
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
1
128955
0
 
14361
ValueCountFrequency (%) 
1 128955 90.0%
 
0 14361 10.0%
 

user_settings_type
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
111360
1
31956
ValueCountFrequency (%) 
0 111360 77.7%
 
1 31956 22.3%
 

channel_push
Real number (ℝ≥0)

ZEROS
Distinct count17
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4024882078763013
Minimum0
Maximum19
Zeros100132
Zeros (%)69.9%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum19
Range19
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7377948869
Coefficient of variation (CV)1.833084479
Kurtosis25.96829651
Mean0.4024882079
Median Absolute Deviation (MAD)0
Skewness3.22838046
Sum57683
Variance0.5443412951
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 100132 69.9%
 
1 32484 22.7%
 
2 8292 5.8%
 
3 1725 1.2%
 
4 422 0.3%
 
5 118 0.1%
 
6 53 < 0.1%
 
7 24 < 0.1%
 
8 18 < 0.1%
 
10 14 < 0.1%
 
Other values (7) 34 < 0.1%
 
ValueCountFrequency (%) 
0 100132 69.9%
 
1 32484 22.7%
 
2 8292 5.8%
 
3 1725 1.2%
 
4 422 0.3%
 
ValueCountFrequency (%) 
19 1 < 0.1%
 
16 2 < 0.1%
 
14 3 < 0.1%
 
13 3 < 0.1%
 
12 7 < 0.1%
 

channel_sms
Real number (ℝ≥0)

ZEROS
Distinct count8
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.020074520639705266
Minimum0
Maximum7
Zeros141169
Zeros (%)98.5%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2005686645
Coefficient of variation (CV)9.991205671
Kurtosis314.9106697
Mean0.02007452064
Median Absolute Deviation (MAD)0
Skewness15.65204306
Sum2877
Variance0.04022778916
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 141169 98.5%
 
1 1858 1.3%
 
4 141 0.1%
 
2 86 0.1%
 
5 37 < 0.1%
 
3 18 < 0.1%
 
6 5 < 0.1%
 
7 2 < 0.1%
 
ValueCountFrequency (%) 
0 141169 98.5%
 
1 1858 1.3%
 
2 86 0.1%
 
3 18 < 0.1%
 
4 141 0.1%
 
ValueCountFrequency (%) 
7 2 < 0.1%
 
6 5 < 0.1%
 
5 37 < 0.1%
 
4 141 0.1%
 
3 18 < 0.1%
 

channel_email
Real number (ℝ≥0)

ZEROS
Distinct count35
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4273981969912641
Minimum0
Maximum54
Zeros105453
Zeros (%)73.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum54
Range54
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.049417673
Coefficient of variation (CV)2.455362893
Kurtosis182.9259905
Mean0.427398197
Median Absolute Deviation (MAD)0
Skewness8.103069235
Sum61253
Variance1.101277453
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 105453 73.6%
 
1 26870 18.7%
 
2 5753 4.0%
 
3 2338 1.6%
 
4 1424 1.0%
 
5 490 0.3%
 
6 413 0.3%
 
7 387 0.3%
 
8 46 < 0.1%
 
9 27 < 0.1%
 
Other values (25) 115 0.1%
 
ValueCountFrequency (%) 
0 105453 73.6%
 
1 26870 18.7%
 
2 5753 4.0%
 
3 2338 1.6%
 
4 1424 1.0%
 
ValueCountFrequency (%) 
54 1 < 0.1%
 
47 1 < 0.1%
 
42 1 < 0.1%
 
36 1 < 0.1%
 
34 1 < 0.1%
 

reason_reengagement_active_funds
Real number (ℝ≥0)

ZEROS
Distinct count18
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2501046638198108
Minimum0
Maximum17
Zeros116895
Zeros (%)81.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum17
Range17
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6225772828
Coefficient of variation (CV)2.489266987
Kurtosis47.38254028
Mean0.2501046638
Median Absolute Deviation (MAD)0
Skewness4.461716015
Sum35844
Variance0.3876024731
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 116895 81.6%
 
1 19385 13.5%
 
2 5546 3.9%
 
3 1068 0.7%
 
4 270 0.2%
 
5 70 < 0.1%
 
6 21 < 0.1%
 
7 14 < 0.1%
 
8 12 < 0.1%
 
12 9 < 0.1%
 
Other values (8) 26 < 0.1%
 
ValueCountFrequency (%) 
0 116895 81.6%
 
1 19385 13.5%
 
2 5546 3.9%
 
3 1068 0.7%
 
4 270 0.2%
 
ValueCountFrequency (%) 
17 1 < 0.1%
 
16 3 < 0.1%
 
15 1 < 0.1%
 
14 3 < 0.1%
 
13 2 < 0.1%
 

reason_pumpkin_payment_notification
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
142776
1
 
390
2
 
150
ValueCountFrequency (%) 
0 142776 99.6%
 
1 390 0.3%
 
2 150 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 3 100.0%
 
ValueCountFrequency (%) 
Common 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

reason_no_initial_card_use
Real number (ℝ≥0)

ZEROS
Distinct count17
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07829551480644172
Minimum0
Maximum26
Zeros137904
Zeros (%)96.2%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum26
Range26
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.522717332
Coefficient of variation (CV)6.676210422
Kurtosis232.9615275
Mean0.07829551481
Median Absolute Deviation (MAD)0
Skewness11.54731775
Sum11221
Variance0.2732334091
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 137904 96.2%
 
1 3211 2.2%
 
3 1119 0.8%
 
2 441 0.3%
 
7 213 0.1%
 
5 146 0.1%
 
4 141 0.1%
 
6 127 0.1%
 
21 5 < 0.1%
 
8 2 < 0.1%
 
Other values (7) 7 < 0.1%
 
ValueCountFrequency (%) 
0 137904 96.2%
 
1 3211 2.2%
 
2 441 0.3%
 
3 1119 0.8%
 
4 141 0.1%
 
ValueCountFrequency (%) 
26 1 < 0.1%
 
21 5 < 0.1%
 
20 1 < 0.1%
 
14 1 < 0.1%
 
13 1 < 0.1%
 

reason_engagement_split_bill_restaurant
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count16
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.016034497195009628
Minimum0
Maximum20
Zeros141550
Zeros (%)98.8%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum20
Range20
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2060582074
Coefficient of variation (CV)12.8509304
Kurtosis1991.11016
Mean0.0160344972
Median Absolute Deviation (MAD)0
Skewness34.53022257
Sum2298
Variance0.04245998483
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 141550 98.8%
 
1 1628 1.1%
 
2 27 < 0.1%
 
4 26 < 0.1%
 
3 25 < 0.1%
 
5 19 < 0.1%
 
6 12 < 0.1%
 
7 11 < 0.1%
 
8 6 < 0.1%
 
9 5 < 0.1%
 
Other values (6) 7 < 0.1%
 
ValueCountFrequency (%) 
0 141550 98.8%
 
1 1628 1.1%
 
2 27 < 0.1%
 
3 25 < 0.1%
 
4 26 < 0.1%
 
ValueCountFrequency (%) 
20 1 < 0.1%
 
17 1 < 0.1%
 
16 1 < 0.1%
 
14 1 < 0.1%
 
13 1 < 0.1%
 

reason_metal_reserve_plan
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.008603365988445114
Minimum0
Maximum9
Zeros143118
Zeros (%)99.9%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9
Range9
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2392640108
Coefficient of variation (CV)27.81051174
Kurtosis856.9922831
Mean0.008603365988
Median Absolute Deviation (MAD)0
Skewness28.89428889
Sum1233
Variance0.05724726686
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 143118 99.9%
 
7 89 0.1%
 
6 39 < 0.1%
 
4 24 < 0.1%
 
8 14 < 0.1%
 
9 11 < 0.1%
 
5 9 < 0.1%
 
2 6 < 0.1%
 
3 3 < 0.1%
 
1 3 < 0.1%
 
ValueCountFrequency (%) 
0 143118 99.9%
 
1 3 < 0.1%
 
2 6 < 0.1%
 
3 3 < 0.1%
 
4 24 < 0.1%
 
ValueCountFrequency (%) 
9 11 < 0.1%
 
8 14 < 0.1%
 
7 89 0.1%
 
6 39 < 0.1%
 
5 9 < 0.1%
 

reason_onboarding_tips_activated_users
Real number (ℝ≥0)

ZEROS
Distinct count13
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02194451422032432
Minimum0
Maximum14
Zeros142198
Zeros (%)99.2%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum14
Range14
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2785269402
Coefficient of variation (CV)12.69232654
Kurtosis288.0488755
Mean0.02194451422
Median Absolute Deviation (MAD)0
Skewness15.28557775
Sum3145
Variance0.07757725641
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 142198 99.2%
 
4 336 0.2%
 
1 263 0.2%
 
3 237 0.2%
 
2 217 0.2%
 
5 35 < 0.1%
 
7 14 < 0.1%
 
6 10 < 0.1%
 
8 2 < 0.1%
 
14 1 < 0.1%
 
Other values (3) 3 < 0.1%
 
ValueCountFrequency (%) 
0 142198 99.2%
 
1 263 0.2%
 
2 217 0.2%
 
3 237 0.2%
 
4 336 0.2%
 
ValueCountFrequency (%) 
14 1 < 0.1%
 
11 1 < 0.1%
 
10 1 < 0.1%
 
9 1 < 0.1%
 
8 2 < 0.1%
 

reason_made_money_request_not_split_bill
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count32
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02446342348377013
Minimum0
Maximum54
Zeros141397
Zeros (%)98.7%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum54
Range54
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4429433389
Coefficient of variation (CV)18.10635127
Kurtosis4622.747785
Mean0.02446342348
Median Absolute Deviation (MAD)0
Skewness56.88835943
Sum3506
Variance0.1961988015
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 141397 98.7%
 
1 1586 1.1%
 
2 122 0.1%
 
3 50 < 0.1%
 
4 32 < 0.1%
 
5 31 < 0.1%
 
7 21 < 0.1%
 
6 20 < 0.1%
 
8 10 < 0.1%
 
10 6 < 0.1%
 
Other values (22) 41 < 0.1%
 
ValueCountFrequency (%) 
0 141397 98.7%
 
1 1586 1.1%
 
2 122 0.1%
 
3 50 < 0.1%
 
4 32 < 0.1%
 
ValueCountFrequency (%) 
54 1 < 0.1%
 
47 1 < 0.1%
 
42 1 < 0.1%
 
35 1 < 0.1%
 
34 1 < 0.1%
 

reason_premium_engagement_inactive_card
Real number (ℝ≥0)

ZEROS
Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007842808897820202
Minimum0
Maximum4
Zeros142208
Zeros (%)99.2%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0898577447
Coefficient of variation (CV)11.45734212
Kurtosis170.1831874
Mean0.007842808898
Median Absolute Deviation (MAD)0
Skewness12.10518766
Sum1124
Variance0.008074414282
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 142208 99.2%
 
1 1096 0.8%
 
2 9 < 0.1%
 
3 2 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
0 142208 99.2%
 
1 1096 0.8%
 
2 9 < 0.1%
 
3 2 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
4 1 < 0.1%
 
3 2 < 0.1%
 
2 9 < 0.1%
 
1 1096 0.8%
 
0 142208 99.2%
 

reason_no_initial_card_order
Real number (ℝ≥0)

ZEROS
Distinct count18
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07770241982751402
Minimum0
Maximum18
Zeros135465
Zeros (%)94.5%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum18
Range18
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4291209119
Coefficient of variation (CV)5.522619667
Kurtosis224.0462675
Mean0.07770241983
Median Absolute Deviation (MAD)0
Skewness11.59426111
Sum11136
Variance0.184144757
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 135465 94.5%
 
1 6291 4.4%
 
2 990 0.7%
 
3 183 0.1%
 
6 136 0.1%
 
7 85 0.1%
 
4 75 0.1%
 
5 72 0.1%
 
13 4 < 0.1%
 
15 3 < 0.1%
 
Other values (8) 12 < 0.1%
 
ValueCountFrequency (%) 
0 135465 94.5%
 
1 6291 4.4%
 
2 990 0.7%
 
3 183 0.1%
 
4 75 0.1%
 
ValueCountFrequency (%) 
18 1 < 0.1%
 
17 1 < 0.1%
 
16 1 < 0.1%
 
15 3 < 0.1%
 
14 1 < 0.1%
 

reason_premium_engagement_fees_saved
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
142643
1
 
668
2
 
5
ValueCountFrequency (%) 
0 142643 99.5%
 
1 668 0.5%
 
2 5 < 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 3 100.0%
 
ValueCountFrequency (%) 
Common 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

reason_fifth_payment_promo
Real number (ℝ≥0)

ZEROS
Distinct count13
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1656688715844707
Minimum0
Maximum12
Zeros129953
Zeros (%)90.7%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5787616994
Coefficient of variation (CV)3.493484889
Kurtosis40.30899933
Mean0.1656688716
Median Absolute Deviation (MAD)0
Skewness4.894232702
Sum23743
Variance0.3349651047
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 129953 90.7%
 
2 8143 5.7%
 
1 4558 3.2%
 
4 312 0.2%
 
3 212 0.1%
 
6 49 < 0.1%
 
8 33 < 0.1%
 
10 25 < 0.1%
 
5 17 < 0.1%
 
7 6 < 0.1%
 
Other values (3) 8 < 0.1%
 
ValueCountFrequency (%) 
0 129953 90.7%
 
1 4558 3.2%
 
2 8143 5.7%
 
3 212 0.1%
 
4 312 0.2%
 
ValueCountFrequency (%) 
12 2 < 0.1%
 
11 1 < 0.1%
 
10 25 < 0.1%
 
9 5 < 0.1%
 
8 33 < 0.1%
 

reason_welcome_home
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count8
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.006628708588015295
Minimum0
Maximum7
Zeros142522
Zeros (%)99.4%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1032460875
Coefficient of variation (CV)15.57559607
Kurtosis1014.538198
Mean0.006628708588
Median Absolute Deviation (MAD)0
Skewness25.76334341
Sum950
Variance0.01065975457
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 142522 99.4%
 
1 710 0.5%
 
2 52 < 0.1%
 
4 12 < 0.1%
 
3 9 < 0.1%
 
5 6 < 0.1%
 
6 4 < 0.1%
 
7 1 < 0.1%
 
ValueCountFrequency (%) 
0 142522 99.4%
 
1 710 0.5%
 
2 52 < 0.1%
 
3 9 < 0.1%
 
4 12 < 0.1%
 
ValueCountFrequency (%) 
7 1 < 0.1%
 
6 4 < 0.1%
 
5 6 < 0.1%
 
4 12 < 0.1%
 
3 9 < 0.1%
 

reason_no_initial_free_promopage_card_order
Real number (ℝ≥0)

ZEROS
Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0380906528231321
Minimum0
Maximum10
Zeros140318
Zeros (%)97.9%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2962871706
Coefficient of variation (CV)7.778474472
Kurtosis168.8278425
Mean0.03809065282
Median Absolute Deviation (MAD)0
Skewness10.85521489
Sum5459
Variance0.08778608747
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 140318 97.9%
 
2 1555 1.1%
 
1 1129 0.8%
 
3 205 0.1%
 
4 37 < 0.1%
 
6 23 < 0.1%
 
5 21 < 0.1%
 
8 13 < 0.1%
 
7 13 < 0.1%
 
10 1 < 0.1%
 
ValueCountFrequency (%) 
0 140318 97.9%
 
1 1129 0.8%
 
2 1555 1.1%
 
3 205 0.1%
 
4 37 < 0.1%
 
ValueCountFrequency (%) 
10 1 < 0.1%
 
9 1 < 0.1%
 
8 13 < 0.1%
 
7 13 < 0.1%
 
6 23 < 0.1%
 

reason_lost_card_order
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count23
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.042884255770465264
Minimum0
Maximum28
Zeros140069
Zeros (%)97.7%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum28
Range28
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3942902091
Coefficient of variation (CV)9.194288253
Kurtosis1001.286667
Mean0.04288425577
Median Absolute Deviation (MAD)0
Skewness24.48723043
Sum6146
Variance0.155464769
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 140069 97.7%
 
2 1680 1.2%
 
1 1357 0.9%
 
4 109 0.1%
 
3 17 < 0.1%
 
8 15 < 0.1%
 
6 14 < 0.1%
 
10 13 < 0.1%
 
14 8 < 0.1%
 
12 8 < 0.1%
 
Other values (13) 26 < 0.1%
 
ValueCountFrequency (%) 
0 140069 97.7%
 
1 1357 0.9%
 
2 1680 1.2%
 
3 17 < 0.1%
 
4 109 0.1%
 
ValueCountFrequency (%) 
28 1 < 0.1%
 
24 1 < 0.1%
 
22 1 < 0.1%
 
21 1 < 0.1%
 
20 3 < 0.1%
 

reason_black_friday
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
141262
1
 
1999
2
 
55
ValueCountFrequency (%) 
0 141262 98.6%
 
1 1999 1.4%
 
2 55 < 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 3 100.0%
 
ValueCountFrequency (%) 
Common 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

reason_metal_game_start
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
135175
1
 
7928
2
 
194
3
 
19
ValueCountFrequency (%) 
0 135175 94.3%
 
1 7928 5.5%
 
2 194 0.1%
 
3 19 < 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 4 100.0%
 
ValueCountFrequency (%) 
Common 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

reason_joining_anniversary
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
139158
1
 
4158
ValueCountFrequency (%) 
0 139158 97.1%
 
1 4158 2.9%
 

status_sent
Real number (ℝ≥0)

ZEROS
Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6243336403472047
Minimum0
Maximum9
Zeros84659
Zeros (%)59.1%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum9
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9274017226
Coefficient of variation (CV)1.485426481
Kurtosis4.490388961
Mean0.6243336403
Median Absolute Deviation (MAD)0
Skewness1.863372896
Sum89477
Variance0.860073955
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 84659 59.1%
 
1 37451 26.1%
 
2 14719 10.3%
 
3 4310 3.0%
 
4 1469 1.0%
 
5 525 0.4%
 
6 134 0.1%
 
7 41 < 0.1%
 
8 6 < 0.1%
 
9 2 < 0.1%
 
ValueCountFrequency (%) 
0 84659 59.1%
 
1 37451 26.1%
 
2 14719 10.3%
 
3 4310 3.0%
 
4 1469 1.0%
 
ValueCountFrequency (%) 
9 2 < 0.1%
 
8 6 < 0.1%
 
7 41 < 0.1%
 
6 134 0.1%
 
5 525 0.4%
 

status_failed
Real number (ℝ≥0)

ZEROS
Distinct count38
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.22562728516006586
Minimum0
Maximum54
Zeros126657
Zeros (%)88.4%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum54
Range54
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9649407253
Coefficient of variation (CV)4.276702282
Kurtosis331.3781318
Mean0.2256272852
Median Absolute Deviation (MAD)0
Skewness12.84817052
Sum32336
Variance0.9311106033
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 126657 88.4%
 
1 10122 7.1%
 
2 3329 2.3%
 
3 1354 0.9%
 
4 791 0.6%
 
5 490 0.3%
 
6 137 0.1%
 
7 91 0.1%
 
8 81 0.1%
 
10 50 < 0.1%
 
Other values (28) 214 0.1%
 
ValueCountFrequency (%) 
0 126657 88.4%
 
1 10122 7.1%
 
2 3329 2.3%
 
3 1354 0.9%
 
4 791 0.6%
 
ValueCountFrequency (%) 
54 1 < 0.1%
 
47 1 < 0.1%
 
42 1 < 0.1%
 
41 1 < 0.1%
 
36 1 < 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

user_idyearmonthcitycountryattributes_notifications_marketing_emailattributes_notifications_marketing_pushbirth_yearuser_created_datenum_contactsnum_referralsnum_successful_referralsbrand_androidbrand_unknownbrand_appleplan_type_1plan_type_2plan_type_3plan_type_4plan_type_5plan_type_6user_settings_typechannel_pushchannel_smschannel_emailreason_reengagement_active_fundsreason_pumpkin_payment_notificationreason_no_initial_card_usereason_engagement_split_bill_restaurantreason_metal_reserve_planreason_onboarding_tips_activated_usersreason_made_money_request_not_split_billreason_premium_engagement_inactive_cardreason_no_initial_card_orderreason_premium_engagement_fees_savedreason_fifth_payment_promoreason_welcome_homereason_no_initial_free_promopage_card_orderreason_lost_card_orderreason_black_fridayreason_metal_game_startreason_joining_anniversarystatus_sentstatus_failed
0c_0201801GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
1c_0201802GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
2c_0201803GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
3c_0201804GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
4c_0201805GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
5c_0201806GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
6c_0201807GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
7c_0201808GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
8c_0201809GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000110000000000000000000000
9c_0201810GdanskPL1.01.019892018-01-13T05:15:15.599Z30000100000111001000000000000000010

Last rows

user_idyearmonthcitycountryattributes_notifications_marketing_emailattributes_notifications_marketing_pushbirth_yearuser_created_datenum_contactsnum_referralsnum_successful_referralsbrand_androidbrand_unknownbrand_appleplan_type_1plan_type_2plan_type_3plan_type_4plan_type_5plan_type_6user_settings_typechannel_pushchannel_smschannel_emailreason_reengagement_active_fundsreason_pumpkin_payment_notificationreason_no_initial_card_usereason_engagement_split_bill_restaurantreason_metal_reserve_planreason_onboarding_tips_activated_usersreason_made_money_request_not_split_billreason_premium_engagement_inactive_cardreason_no_initial_card_orderreason_premium_engagement_fees_savedreason_fifth_payment_promoreason_welcome_homereason_no_initial_free_promopage_card_orderreason_lost_card_orderreason_black_fridayreason_metal_game_startreason_joining_anniversarystatus_sentstatus_failed
143306c_9999201808GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100000000000000000000000
143307c_9999201809GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100000000000000000000000
143308c_9999201810GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000101001000000000000000010
143309c_9999201811GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000101001000000000000000010
143310c_9999201812GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100000000000000000000000
143311c_9999201901GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000101001000000000000000010
143312c_9999201902GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000102011000000000200000030
143313c_9999201903GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100010000000000000001010
143314c_9999201904GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100000000000000000000000
143315c_9999201905GortIENaNNaN19602018-08-13T01:21:23.848Z70000100000100000000000000000000000